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PLS-based Approach for Kansei Analysis

https://hiroshima.repo.nii.ac.jp/records/2000835
https://hiroshima.repo.nii.ac.jp/records/2000835
78676629-87ec-498b-909a-fbac6440ede0
名前 / ファイル ライセンス アクション
B1103.pdf B1103.pdf (418.5 KB)
Item type デフォルトアイテムタイプ_(フル)(1)
公開日 2023-03-18
タイトル
タイトル PLS-based Approach for Kansei Analysis
言語 en
作成者 Matsubara, Tatsuro

× Matsubara, Tatsuro

en Matsubara, Tatsuro

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Matsubara, Yukihiro

× Matsubara, Yukihiro

en Matsubara, Yukihiro

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Ishihara, Shigekazu

× Ishihara, Shigekazu

en Ishihara, Shigekazu

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Nagamachi, Mitsuo

× Nagamachi, Mitsuo

en Nagamachi, Mitsuo

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アクセス権
アクセス権 open access
アクセス権URI http://purl.org/coar/access_right/c_abf2
権利情報
権利情報 (c) Copyright by IEEE SMC Hiroshima Chapter.
主題
主題Scheme NDC
主題 500
内容記述
内容記述 A residential garden contributes to mental health in modern life. Gardening is a common recreational activity. From the view of the Kansei engineering, designing the garden is a quite difficult subject. Since garden components such as stones and trees are widely diversified, then number of possible design elements becomes quite large. Meanwhile, evaluation samples that can be used for Kansei Evaluation are limited. Relations between Kansei word evaluation and design elements had been analyzed with Quantification Theory type I, which is a variation of a multiple regression model. Since QT1 is based on the least square method, number of evaluation samples should be larger than the number of design elements. Thus, QT1 is not applicable in this case. Recently, PLS (Partial Least Squares) is becoming popular in the field of Chemometrics, which deal with extremely large number and interacted predictor variables. In this study, we utilized PLS for analyzing Kansei evaluation on residential gardens and their 89 design elements. Analyzing results of PLS and QT1 are compared. QT1 analyses were done on 5-fold design elements. Even when incorporating 89 variables, PLS's multiple correlation coefficient was much higher than QT1. Analyzing result was made into hand-made virtual reality Kansei engineering system. The system contains two projectors and a PC. 3D models of parts such as trees and stones are dynamically chosen and allocated in the scene. The system was based on originally developed 3D computation and rendering library on Java.
言語 en
出版者
出版者 IEEE SMC Hiroshima Chapter
言語
言語 eng
資源タイプ
資源タイプ識別子 http://purl.org/coar/resource_type/c_5794
資源タイプ conference paper
出版タイプ
出版タイプ VoR
出版タイプResource http://purl.org/coar/version/c_970fb48d4fbd8a85
関連情報
識別子タイプ URI
関連識別子 http://www.hil.hiroshima-u.ac.jp/iwcia/2009/
収録物識別子
収録物識別子タイプ ISSN
収録物識別子 1883-3977
開始ページ
開始ページ 94
書誌情報 5th International Workshop on Computational Intelligence & Applications Proceedings : IWCIA 2009
5th International Workshop on Computational Intelligence & Applications Proceedings : IWCIA 2009

p. 94-98, 発行日 2009-11
旧ID 28442
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